{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5046f4f7-ff67-4a3e-9185-22a8c774fa08",
   "metadata": {},
   "source": [
    "Chapter 7\n",
    "# 指数加权移动平均\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d5ea314-d7b6-4279-b91b-63034d2320fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader \n",
    "import scipy.stats as stats\n",
    "import pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "693974cd-e1be-4f16-a447-f4f6fa6fbf47",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_price = pandas_datareader.data.DataReader(['sp500'], \n",
    "                                       data_source='fred', \n",
    "                                       start='08-01-2018', end='08-01-2021')\n",
    "df_price = df_price.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8f6da1f6-ff41-45af-9680-f69a41606d7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_log_r = df_price.apply(lambda x: np.log(x) - np.log(x.shift(1)))\n",
    "daily_log_r = daily_log_r.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9a920ae2-057f-4ca5-b763-1bfec4d7c8ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% EWMA mean\n",
    "\n",
    "df_mean_99  = df_price.ewm(alpha=0.01,  adjust=False).mean()\n",
    "df_mean_975 = df_price.ewm(alpha=0.025, adjust=False).mean()\n",
    "df_mean_94  = df_price.ewm(alpha=0.06,  adjust=False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f2e08ea1-23c8-4e59-b3e2-7f691252b756",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c4f09957b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# sp500 price\n",
    "ax.plot(df_price['sp500'])\n",
    "ax.plot(df_mean_99, label = 'Lambda = 0.99')\n",
    "ax.plot(df_mean_975,label = 'Lambda = 0.975')\n",
    "ax.plot(df_mean_94, label = 'Lambda = 0.94')\n",
    "\n",
    "plt.ylabel('Price level')\n",
    "plt.legend(loc='upper left')\n",
    "plt.xticks(rotation = 45) \n",
    "# Rotates X-Axis Ticks by 45-degrees\n",
    "fig.tight_layout()\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c115a9e0-3813-4984-a2f2-81212a3d4ec6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Moving average volatility\n",
    "\n",
    "MA_vol_50  = daily_log_r.rolling(50).std()\n",
    "MA_vol_100 = daily_log_r.rolling(100).std()\n",
    "MA_vol_250 = daily_log_r.rolling(250).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c03795c8-a346-4a55-93f9-c4a6d6b34142",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% EWMA rolling volatility\n",
    "\n",
    "EWMA_vol_99  = daily_log_r.ewm(alpha=0.01,  adjust=False).std()\n",
    "EWMA_vol_975 = daily_log_r.ewm(alpha=0.025, adjust=False).std()\n",
    "EWMA_vol_94  = daily_log_r.ewm(alpha=0.06,  adjust=False).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a98b6582-fbb4-4371-818b-f28c203e4ee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c4f0a58f10>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot daily log returns\n",
    "fig, axes = plt.subplots(2,1)\n",
    "# sp500 daily log returns\n",
    "axes[0].plot((daily_log_r**2)[MA_vol_250.first_valid_index():MA_vol_250.index[-1]],\n",
    "             color = 'b')\n",
    "\n",
    "axes[0].set_xticks([])\n",
    "axes[0].axhline(y=0, color='r', linestyle='-')\n",
    "axes[0].set_ylabel('Daily log return')\n",
    "\n",
    "# Moving average volatility\n",
    "\n",
    "axes[1].plot(EWMA_vol_99[MA_vol_250.first_valid_index():MA_vol_250.index[-1]], label = 'Lambda = 0.99')\n",
    "axes[1].plot(EWMA_vol_975[MA_vol_250.first_valid_index():MA_vol_250.index[-1]],label = 'Lambda = 0.975')\n",
    "axes[1].plot(EWMA_vol_94[MA_vol_250.first_valid_index():MA_vol_250.index[-1]], label = 'Lambda = 0.94')\n",
    "axes[1].set_xlabel(\"Date\")\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "axes[1].set_ylabel(\"EWMA volatility\")\n",
    "fig.tight_layout() \n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c8abf191-5a19-47e9-9e4e-3ee4f862be60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_df = [EWMA_vol_99, EWMA_vol_975, EWMA_vol_94]\n",
    "\n",
    "for data in zip(list_df):\n",
    "    \n",
    "    data = data[0]\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # daily return of selected date range\n",
    "    plt.plot(daily_log_r[data.first_valid_index():data.index[-1]],\n",
    "                 marker='.', markersize = 3, \n",
    "                 color = 'b',linestyle='None')\n",
    "    \n",
    "    upper_bound = 2*data[data.first_valid_index():data.index[-1]];\n",
    "    lower_bound = -upper_bound;\n",
    "    \n",
    "    ax.plot(upper_bound, color = 'r')\n",
    "    ax.plot(lower_bound, color = 'r')\n",
    "    ax.fill_between(upper_bound.index, upper_bound['sp500'], \n",
    "                    lower_bound['sp500'], color = '#DBEEF3')\n",
    "    ax.axhline(y=0, color='k', linestyle='-')\n",
    "    \n",
    "    ax.set_ylabel('Daily log return')\n",
    "    plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5f79fc65-b0ec-4fad-bcd4-1c8762c16a53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c4f31fc1f0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% Compare volatilities\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plt.plot(MA_vol_50*np.sqrt(250)*100,   label = 'MA, 50',  linestyle = '--')\n",
    "plt.plot(MA_vol_100*np.sqrt(250)*100,  label = 'MA, 100', linestyle = '--')\n",
    "plt.plot(MA_vol_250*np.sqrt(250)*100,  label = 'MA, 250', linestyle = '--')\n",
    "plt.plot(EWMA_vol_99*np.sqrt(250)*100, label = 'EWMA, $\\lambda$ = 0.99')\n",
    "plt.plot(EWMA_vol_975*np.sqrt(250)*100,label = 'EWMA, $\\lambda$ = 0.975')\n",
    "plt.plot(EWMA_vol_94*np.sqrt(250)*100, label = 'EWMA, $\\lambda$ = 0.94')\n",
    "\n",
    "ax.set_xlabel(\"Date\")\n",
    "plt.xticks(rotation = 45) \n",
    "# Rotates X-Axis Ticks by 45-degrees\n",
    "ax.set_ylabel(\"Annualized volatility, %\")\n",
    "fig.tight_layout() \n",
    "plt.legend(loc='upper left')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
